{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "706bf7da",
   "metadata": {},
   "outputs": [],
   "source": [
    "#导包\n",
    "import  numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.family']=['SimHei']#显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False#用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "64bfca01",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv(r\"F:\\大三上\\数据分析与数据挖掘\\02\\小课\\数据源\\train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1ae4f7be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 81 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   Id             1460 non-null   int64  \n",
      " 1   MSSubClass     1460 non-null   int64  \n",
      " 2   MSZoning       1460 non-null   object \n",
      " 3   LotFrontage    1201 non-null   float64\n",
      " 4   LotArea        1460 non-null   int64  \n",
      " 5   Street         1460 non-null   object \n",
      " 6   Alley          91 non-null     object \n",
      " 7   LotShape       1460 non-null   object \n",
      " 8   LandContour    1460 non-null   object \n",
      " 9   Utilities      1460 non-null   object \n",
      " 10  LotConfig      1460 non-null   object \n",
      " 11  LandSlope      1460 non-null   object \n",
      " 12  Neighborhood   1460 non-null   object \n",
      " 13  Condition1     1460 non-null   object \n",
      " 14  Condition2     1460 non-null   object \n",
      " 15  BldgType       1460 non-null   object \n",
      " 16  HouseStyle     1460 non-null   object \n",
      " 17  OverallQual    1460 non-null   int64  \n",
      " 18  OverallCond    1460 non-null   int64  \n",
      " 19  YearBuilt      1460 non-null   int64  \n",
      " 20  YearRemodAdd   1460 non-null   int64  \n",
      " 21  RoofStyle      1460 non-null   object \n",
      " 22  RoofMatl       1460 non-null   object \n",
      " 23  Exterior1st    1460 non-null   object \n",
      " 24  Exterior2nd    1460 non-null   object \n",
      " 25  MasVnrType     1452 non-null   object \n",
      " 26  MasVnrArea     1452 non-null   float64\n",
      " 27  ExterQual      1460 non-null   object \n",
      " 28  ExterCond      1460 non-null   object \n",
      " 29  Foundation     1460 non-null   object \n",
      " 30  BsmtQual       1423 non-null   object \n",
      " 31  BsmtCond       1423 non-null   object \n",
      " 32  BsmtExposure   1422 non-null   object \n",
      " 33  BsmtFinType1   1423 non-null   object \n",
      " 34  BsmtFinSF1     1460 non-null   int64  \n",
      " 35  BsmtFinType2   1422 non-null   object \n",
      " 36  BsmtFinSF2     1460 non-null   int64  \n",
      " 37  BsmtUnfSF      1460 non-null   int64  \n",
      " 38  TotalBsmtSF    1460 non-null   int64  \n",
      " 39  Heating        1460 non-null   object \n",
      " 40  HeatingQC      1460 non-null   object \n",
      " 41  CentralAir     1460 non-null   object \n",
      " 42  Electrical     1459 non-null   object \n",
      " 43  1stFlrSF       1460 non-null   int64  \n",
      " 44  2ndFlrSF       1460 non-null   int64  \n",
      " 45  LowQualFinSF   1460 non-null   int64  \n",
      " 46  GrLivArea      1460 non-null   int64  \n",
      " 47  BsmtFullBath   1460 non-null   int64  \n",
      " 48  BsmtHalfBath   1460 non-null   int64  \n",
      " 49  FullBath       1460 non-null   int64  \n",
      " 50  HalfBath       1460 non-null   int64  \n",
      " 51  BedroomAbvGr   1460 non-null   int64  \n",
      " 52  KitchenAbvGr   1460 non-null   int64  \n",
      " 53  KitchenQual    1460 non-null   object \n",
      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
      " 55  Functional     1460 non-null   object \n",
      " 56  Fireplaces     1460 non-null   int64  \n",
      " 57  FireplaceQu    770 non-null    object \n",
      " 58  GarageType     1379 non-null   object \n",
      " 59  GarageYrBlt    1379 non-null   float64\n",
      " 60  GarageFinish   1379 non-null   object \n",
      " 61  GarageCars     1460 non-null   int64  \n",
      " 62  GarageArea     1460 non-null   int64  \n",
      " 63  GarageQual     1379 non-null   object \n",
      " 64  GarageCond     1379 non-null   object \n",
      " 65  PavedDrive     1460 non-null   object \n",
      " 66  WoodDeckSF     1460 non-null   int64  \n",
      " 67  OpenPorchSF    1460 non-null   int64  \n",
      " 68  EnclosedPorch  1460 non-null   int64  \n",
      " 69  3SsnPorch      1460 non-null   int64  \n",
      " 70  ScreenPorch    1460 non-null   int64  \n",
      " 71  PoolArea       1460 non-null   int64  \n",
      " 72  PoolQC         7 non-null      object \n",
      " 73  Fence          281 non-null    object \n",
      " 74  MiscFeature    54 non-null     object \n",
      " 75  MiscVal        1460 non-null   int64  \n",
      " 76  MoSold         1460 non-null   int64  \n",
      " 77  YrSold         1460 non-null   int64  \n",
      " 78  SaleType       1460 non-null   object \n",
      " 79  SaleCondition  1460 non-null   object \n",
      " 80  SalePrice      1460 non-null   int64  \n",
      "dtypes: float64(3), int64(35), object(43)\n",
      "memory usage: 924.0+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aee8c3f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count      1460.000000\n",
      "mean      10516.828082\n",
      "std        9981.264932\n",
      "min        1300.000000\n",
      "25%        7553.500000\n",
      "50%        9478.500000\n",
      "75%       11601.500000\n",
      "max      215245.000000\n",
      "Name: LotArea, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看LotArea列的摘要统计\n",
    "print(data['LotArea'].describe())\n",
    "\n",
    "# 绘制箱型图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.boxplot(data['LotArea'])\n",
    "plt.title(' LotArea列的箱型图')\n",
    "plt.ylabel('Area')\n",
    "plt.xlabel('LotArea')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a61ec604",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "异常值：\n",
      "        Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
      "53      54          20       RL         68.0    50271   Pave   NaN      IR1   \n",
      "66      67          20       RL          NaN    19900   Pave   NaN      Reg   \n",
      "113    114          20       RL          NaN    21000   Pave   NaN      Reg   \n",
      "120    121          80       RL          NaN    21453   Pave   NaN      IR1   \n",
      "159    160          60       RL        134.0    19378   Pave   NaN      IR1   \n",
      "...    ...         ...      ...          ...      ...    ...   ...      ...   \n",
      "1396  1397          20       RL          NaN    57200   Pave   NaN      IR1   \n",
      "1409  1410          60       RL         46.0    20544   Pave   NaN      IR1   \n",
      "1423  1424          80       RL          NaN    19690   Pave   NaN      IR1   \n",
      "1430  1431          60       RL         60.0    21930   Pave   NaN      IR3   \n",
      "1446  1447          20       RL          NaN    26142   Pave   NaN      IR1   \n",
      "\n",
      "     LandContour Utilities  ... PoolArea PoolQC  Fence MiscFeature MiscVal  \\\n",
      "53           Low    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "66           Lvl    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "113          Bnk    AllPub  ...        0    NaN  MnPrv         NaN       0   \n",
      "120          Low    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "159          HLS    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "...          ...       ...  ...      ...    ...    ...         ...     ...   \n",
      "1396         Bnk    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "1409         Lvl    AllPub  ...        0    NaN  MnPrv         NaN       0   \n",
      "1423         Lvl    AllPub  ...      738     Gd  GdPrv         NaN       0   \n",
      "1430         Lvl    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "1446         Lvl    AllPub  ...        0    NaN    NaN         NaN       0   \n",
      "\n",
      "     MoSold YrSold  SaleType  SaleCondition  SalePrice  \n",
      "53       11   2006        WD         Normal     385000  \n",
      "66        7   2010        WD         Normal     180000  \n",
      "113      10   2007       COD        Abnorml     217000  \n",
      "120      10   2006        WD         Normal     180000  \n",
      "159       3   2006       New        Partial     320000  \n",
      "...     ...    ...       ...            ...        ...  \n",
      "1396      6   2010        WD         Normal     160000  \n",
      "1409     11   2008        WD         Normal     215000  \n",
      "1423      8   2006        WD         Alloca     274970  \n",
      "1430      7   2006        WD         Normal     192140  \n",
      "1446      4   2010        WD         Normal     157900  \n",
      "\n",
      "[69 rows x 81 columns]\n"
     ]
    }
   ],
   "source": [
    "Q1 = data['LotArea'].quantile(0.25)\n",
    "Q3 = data['LotArea'].quantile(0.75)\n",
    "IQR = Q3 - Q1\n",
    "\n",
    "# 计算异常值的阈值\n",
    "lower_bound = Q1 - 1.5 * IQR\n",
    "upper_bound = Q3 + 1.5 * IQR\n",
    "\n",
    "# 识别异常值\n",
    "outliers = data[(data['LotArea'] < lower_bound) | (data['LotArea'] > upper_bound)]\n",
    "print(\"异常值：\")\n",
    "print(outliers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3eb3428a",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "异常值编号：\n",
      "53        54\n",
      "66        67\n",
      "113      114\n",
      "120      121\n",
      "159      160\n",
      "        ... \n",
      "1396    1397\n",
      "1409    1410\n",
      "1423    1424\n",
      "1430    1431\n",
      "1446    1447\n",
      "Name: Id, Length: 69, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "data=pd.read_csv(r\"F:\\大三上\\数据分析与数据挖掘\\02\\小课\\数据源\\train.csv\")\n",
    "Q1 = data['LotArea'].quantile(0.25)\n",
    "Q3 = data['LotArea'].quantile(0.75)\n",
    "IQR = Q3 - Q1\n",
    "\n",
    "# 计算异常值的阈值\n",
    "lower_bound = Q1 - 1.5 * IQR\n",
    "upper_bound = Q3 + 1.5 * IQR\n",
    "\n",
    "# 识别异常值\n",
    "outliers = data[(data['LotArea'] < lower_bound) | (data['LotArea'] > upper_bound)]\n",
    "\n",
    "# 显示异常值的编号\n",
    "outlier_ids = outliers['Id']\n",
    "print(\"异常值编号：\")\n",
    "print(outlier_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0407cb18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "异常值为：\n",
      " [50271, 19900, 21000, 21453, 19378, 31770, 22950, 25419, 159000, 19296, 39104, 19138, 18386, 215245, 164660, 20431, 18800, 53107, 34650, 22420, 21750, 70761, 53227, 40094, 32668, 21872, 21780, 25095, 46589, 20896, 18450, 21535, 26178, 115149, 21695, 53504, 21384, 28698, 45600, 17920, 25286, 27650, 24090, 25000, 1300, 21286, 1477, 21750, 29959, 18000, 23257, 17755, 35760, 18030, 35133, 32463, 18890, 24682, 23595, 17871, 36500, 63887, 20781, 25339, 57200, 20544, 19690, 21930, 26142]\n",
      "异常值比例为：\n",
      " 0.04726027397260274\n"
     ]
    }
   ],
   "source": [
    "percentile =np.percentile(data['LotArea'],[0,25,50,75,100])\n",
    "IQR =percentile[3]-percentile[1]\n",
    "Uplimit=percentile[3]+IQR*1.5\n",
    "Downlimit=percentile[1]-IQR*1.5\n",
    "abnormal=[i for i in data['LotArea'] if i >Uplimit or i <Downlimit]\n",
    "print(\"异常值为：\\n\",abnormal)\n",
    "print(\"异常值比例为：\\n\",len(abnormal)/len(data['LotArea']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "87ed039a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3sigma原则\n",
      "3sigma原则检测出的异常值为：\n",
      " [50271, 159000, 215245, 164660, 53107, 70761, 53227, 46589, 115149, 53504, 45600, 63887, 57200]\n",
      "3sigma原则检测出的异常值比例为：\n",
      " 0.008904109589041096\n"
     ]
    }
   ],
   "source": [
    "# 读取数据\n",
    "data = pd.read_csv(r\"F:\\大三上\\数据分析与数据挖掘\\02\\小课\\数据源\\train.csv\")\n",
    "\n",
    "# 计算均值和标准差\n",
    "mean = data['LotArea'].mean()\n",
    "standard = data['LotArea'].std()\n",
    "\n",
    "# 计算每个数据点与均值的差值\n",
    "cha = data['LotArea'] - mean\n",
    "\n",
    "# 使用 3σ 原则检测异常值\n",
    "print(\"3sigma原则\")\n",
    "ind = [i for i in range(len(cha)) if np.abs(cha[i]) > 3 * standard]\n",
    "abnormal = [data['LotArea'][i] for i in ind]\n",
    "\n",
    "# 打印异常值\n",
    "print(\"3sigma原则检测出的异常值为：\\n\", abnormal)\n",
    "print(\"3sigma原则检测出的异常值比例为：\\n\",len(abnormal)/len(data['LotArea']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ec5abdf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 30 entries, 0 to 29\n",
      "Data columns (total 5 columns):\n",
      " #   Column   Non-Null Count  Dtype         \n",
      "---  ------   --------------  -----         \n",
      " 0   日期       30 non-null     datetime64[ns]\n",
      " 1   商品名称     30 non-null     object        \n",
      " 2   销售额（元）   30 non-null     int64         \n",
      " 3   销售数量（个）  30 non-null     int64         \n",
      " 4   盈利额（元）   30 non-null     int64         \n",
      "dtypes: datetime64[ns](1), int64(3), object(1)\n",
      "memory usage: 1.3+ KB\n",
      "None\n",
      "           销售额（元）    销售数量（个）      盈利额（元）\n",
      "count   30.000000   30.00000   30.000000\n",
      "mean   413.733333   85.70000  246.066667\n",
      "std    210.493826   86.28787  127.607948\n",
      "min    109.000000   27.00000   55.000000\n",
      "25%    294.750000   48.50000  159.000000\n",
      "50%    352.000000   58.50000  211.500000\n",
      "75%    480.000000   81.00000  314.250000\n",
      "max    862.000000  421.00000  530.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 假设数据存储在CSV文件中，我们将其读入Pandas DataFrame\n",
    "# 请替换'sales_data.csv'为你的实际文件路径\n",
    "data = pd.read_excel(r\"F:\\大三上\\数据分析与数据挖掘\\02\\小课\\数据源\\新零售智能销售设备6月份商品销售情况.xlsx\")\n",
    "\n",
    "# 基本的描述性统计分析\n",
    "# 显示数据的基本信息\n",
    "print(data.info())\n",
    "\n",
    "# 显示数据的描述性统计\n",
    "print(data.describe())\n",
    "\n",
    "# 分布分析\n",
    "# 绘制商品销售数量的直方图\n",
    "plt.figure(figsize=(10, 6))\n",
    "data['销售数量（个）'].hist(bins=20)\n",
    "plt.title('销售数量分布')\n",
    "plt.xlabel('销售数量')\n",
    "plt.ylabel('频数')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1771f5ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制商品销售数量的箱型图，以查看异常值\n",
    "plt.figure(figsize=(10, 6))\n",
    "data.boxplot(column='销售数量（个）')\n",
    "plt.title('销售数量箱型图')\n",
    "plt.suptitle('')\n",
    "plt.xlabel('销售量')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76ac753e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制商品销售数量的累积分布图\n",
    "plt.figure(figsize=(10, 6))\n",
    "data['销售数量（个）'].plot(kind='kde')\n",
    "plt.title('销售额累积分布图')\n",
    "plt.xlabel('销售数量（个）')\n",
    "plt.ylabel('分布密度')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f015a9a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "描述性统计结果：\n",
      "           销售额（元）    销售数量（个）      盈利额（元）\n",
      "count   30.000000   30.00000   30.000000\n",
      "mean   413.733333   85.70000  246.066667\n",
      "std    210.493826   86.28787  127.607948\n",
      "min    109.000000   27.00000   55.000000\n",
      "25%    294.750000   48.50000  159.000000\n",
      "50%    352.000000   58.50000  211.500000\n",
      "75%    480.000000   81.00000  314.250000\n",
      "max    862.000000  421.00000  530.000000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "结果描述：\n",
      "1. 描述性统计结果显示了销售额、销售数量和盈利额的最大值、最小值、均值、中位数等统计信息，这有助于我们快速了解数据的集中趋势和离散程度。\n",
      "2. 销售额的直方图显示了销售额的分布情况，通过直方图我们可以观察到大多数销售额集中在哪个区间，以及是否存在异常值。\n",
      "3. 时间序列图展示了整个6月份每天的销售额变化情况，这有助于我们识别出销售趋势和任何异常波动。\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 假设数据已经加载到DataFrame中\n",
    "data = pd.DataFrame({\n",
    "    '日期': pd.date_range(start='2020-06-01', periods=30, freq='D'),\n",
    "    '商品名称': ['泡椒凤爪', '迷你小香肠', '怡宝饮用水', '小面筋', '肉松饼', '旺仔QQ糖', '香酥小黄鱼', '牛奶糖', '统一小当家干脆面',\n",
    "                '乐事薯片', '豆干', '黑糖话梅', '鱼豆腐', '棒棒糖', '金锣火腿肠', '双汇烤香肠', '日清方便面', '统一汤达人方便面',\n",
    "                '康师傅红烧牛肉面', '今麦郎一桶半方便面', '可口可乐', '百事可乐', 'Vita维他柠檬茶', '农夫山泉', '红牛', '阿萨姆奶茶',\n",
    "                '无糖乌龙茶', '浓缩橙汁', '康师傅冰红茶', '脉动'],\n",
    "    '销售额（元）': [242, 314, 696, 153, 171, 109, 350, 334, 168, 368, 256, 312, 289, 273, 425, 359, 354, 377, 348, 390,\n",
    "                    862, 850, 332, 843, 551, 435, 340, 495, 670, 746],\n",
    "    '销售数量（个）': [40, 78, 348, 34, 30, 27, 58, 55, 33, 52, 51, 44, 48, 91, 106, 59, 47, 50, 53, 60, 143, 121, 51, 421,\n",
    "                    78, 72, 61, 66, 112, 82],\n",
    "    '盈利额（元）': [123, 210, 393, 81, 67, 55, 210, 230, 79, 268, 168, 193, 124, 156, 276, 195, 213, 251, 205, 180,\n",
    "                    454, 425, 154, 530, 348, 287, 291, 322, 468, 426]\n",
    "})\n",
    "\n",
    "# 设置日期为索引\n",
    "data.set_index('日期', inplace=True)\n",
    "\n",
    "# 描述性统计分析\n",
    "descriptive_stats = data.describe()\n",
    "print(\"描述性统计结果：\")\n",
    "print(descriptive_stats)\n",
    "\n",
    "# 分布分析\n",
    "# 绘制销售额的直方图\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.histplot(data['销售额（元）'], bins=20, kde=True)\n",
    "plt.title('销售额分布')\n",
    "plt.xlabel('销售额（元）')\n",
    "plt.ylabel('频数')\n",
    "plt.show()\n",
    "\n",
    "# 绘制时间序列图\n",
    "plt.figure(figsize=(12, 6))\n",
    "data['销售额（元）'].plot()\n",
    "plt.title('每日销售额时间序列图')\n",
    "plt.xlabel('日期')\n",
    "plt.ylabel('销售额（元）')\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# 文字描述\n",
    "print(\"\\n结果描述：\")\n",
    "print(\"1. 描述性统计结果显示了销售额、销售数量和盈利额的最大值、最小值、均值、中位数等统计信息，这有助于我们快速了解数据的集中趋势和离散程度。\")\n",
    "print(\"2. 销售额的直方图显示了销售额的分布情况，通过直方图我们可以观察到大多数销售额集中在哪个区间，以及是否存在异常值。\")\n",
    "print(\"3. 时间序列图展示了整个6月份每天的销售额变化情况，这有助于我们识别出销售趋势和任何异常波动。\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "33df4436",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "plt.pie(data['销售额（元）'], labels=data['商品名称'], autopct='%1.1f%%', startangle=140)\n",
    "plt.title('销售额分布饼图')\n",
    "plt.axis('equal')\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a70bfc2f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "销售额与盈利额的相关系数： 0.9701008573823521\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 假设数据已经加载到DataFrame中\n",
    "data = {\n",
    "    '日期': ['2020-06-01', '2020-06-02', '2020-06-03', '2020-06-04', '2020-06-05', '2020-06-06', '2020-06-07', '2020-06-08', '2020-06-09', '2020-06-10'],\n",
    "    '商品名称': ['泡椒凤爪', '迷你小香肠', '怡宝饮用水', '小面筋', '肉松饼', '旺仔QQ糖', '香酥小黄鱼', '牛奶糖', '统一小当家干脆面', '乐事薯片'],\n",
    "    '销售额（元）': [242, 314, 696, 153, 171, 109, 350, 334, 168, 368],\n",
    "    '销售数量（个）': [40, 78, 348, 34, 30, 27, 58, 55, 33, 52],\n",
    "    '盈利额（元）': [123, 210, 393, 81, 67, 55, 210, 230, 79, 268]\n",
    "}\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 计算销售额与盈利额的相关系数\n",
    "correlation = df['销售额（元）'].corr(df['盈利额（元）'])\n",
    "print(\"销售额与盈利额的相关系数：\", correlation)\n",
    "\n",
    "# 绘制销售额与盈利额的散点图\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(x='销售额（元）', y='盈利额（元）', data=df)\n",
    "plt.title('销售额与盈利额的关系')\n",
    "plt.xlabel('销售额（元）')\n",
    "plt.ylabel('盈利额（元）')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5e949b0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
